There are deep connections between pessimistic formulations of a primal problem and optimistic formulations of a corresponding dual problem [1]}; see also [2]}, [3]}, [4]}, [5]} for such insight in the context of convex problems subject to uncertainty. These duality relationships extend to distributionally robust optimization [6]} and in fact present an alternative means to establish strong duality results.
